{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据读取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as colors\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "\n",
    "from pandas import set_option\n",
    "set_option(\"display.max_rows\",150)\n",
    "set_option('display.width', 200)\n",
    "import seaborn as sns\n",
    "\n",
    "import math\n",
    "\n",
    "# import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义要处理的元素\n",
    "element_name = \"渗透率\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>深度</th>\n",
       "      <th>孔隙度</th>\n",
       "      <th>渗透率</th>\n",
       "      <th>饱和度</th>\n",
       "      <th>AC</th>\n",
       "      <th>SP</th>\n",
       "      <th>GR</th>\n",
       "      <th>CNL</th>\n",
       "      <th>DEN</th>\n",
       "      <th>RLLD</th>\n",
       "      <th>RLLS</th>\n",
       "      <th>PERM</th>\n",
       "      <th>POR</th>\n",
       "      <th>SH</th>\n",
       "      <th>SW</th>\n",
       "      <th>序号</th>\n",
       "      <th>子区</th>\n",
       "      <th>用途</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3650.310</td>\n",
       "      <td>5.850000</td>\n",
       "      <td>0.096000</td>\n",
       "      <td>68.760002</td>\n",
       "      <td>213.768</td>\n",
       "      <td>-40.377000</td>\n",
       "      <td>35.410</td>\n",
       "      <td>5.753</td>\n",
       "      <td>2.555</td>\n",
       "      <td>73.658</td>\n",
       "      <td>77.854</td>\n",
       "      <td>0.125932</td>\n",
       "      <td>6.319153</td>\n",
       "      <td>6.848655</td>\n",
       "      <td>53.970303</td>\n",
       "      <td>91</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3650.450</td>\n",
       "      <td>4.770000</td>\n",
       "      <td>0.151000</td>\n",
       "      <td>68.269997</td>\n",
       "      <td>203.032</td>\n",
       "      <td>-39.801000</td>\n",
       "      <td>36.794</td>\n",
       "      <td>4.889</td>\n",
       "      <td>2.542</td>\n",
       "      <td>128.933</td>\n",
       "      <td>128.810</td>\n",
       "      <td>0.030236</td>\n",
       "      <td>4.569192</td>\n",
       "      <td>7.387618</td>\n",
       "      <td>57.338078</td>\n",
       "      <td>91</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3650.600</td>\n",
       "      <td>6.130000</td>\n",
       "      <td>0.086000</td>\n",
       "      <td>66.830002</td>\n",
       "      <td>200.245</td>\n",
       "      <td>-39.374000</td>\n",
       "      <td>41.964</td>\n",
       "      <td>4.956</td>\n",
       "      <td>2.539</td>\n",
       "      <td>146.471</td>\n",
       "      <td>142.905</td>\n",
       "      <td>0.019073</td>\n",
       "      <td>4.114914</td>\n",
       "      <td>9.465652</td>\n",
       "      <td>60.048485</td>\n",
       "      <td>91</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3650.760</td>\n",
       "      <td>5.430000</td>\n",
       "      <td>0.052000</td>\n",
       "      <td>61.459999</td>\n",
       "      <td>200.506</td>\n",
       "      <td>-38.499000</td>\n",
       "      <td>49.643</td>\n",
       "      <td>5.483</td>\n",
       "      <td>2.555</td>\n",
       "      <td>135.537</td>\n",
       "      <td>132.841</td>\n",
       "      <td>0.019956</td>\n",
       "      <td>4.157457</td>\n",
       "      <td>12.749502</td>\n",
       "      <td>61.753070</td>\n",
       "      <td>91</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3650.950</td>\n",
       "      <td>3.870000</td>\n",
       "      <td>0.034000</td>\n",
       "      <td>60.930000</td>\n",
       "      <td>202.684</td>\n",
       "      <td>-36.444000</td>\n",
       "      <td>74.314</td>\n",
       "      <td>7.785</td>\n",
       "      <td>2.592</td>\n",
       "      <td>91.048</td>\n",
       "      <td>87.872</td>\n",
       "      <td>0.028619</td>\n",
       "      <td>4.512470</td>\n",
       "      <td>25.103680</td>\n",
       "      <td>69.133150</td>\n",
       "      <td>91</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>11633</th>\n",
       "      <td>3645.089</td>\n",
       "      <td>10.408996</td>\n",
       "      <td>0.425351</td>\n",
       "      <td>48.822350</td>\n",
       "      <td>243.476</td>\n",
       "      <td>47.239998</td>\n",
       "      <td>79.371</td>\n",
       "      <td>15.935</td>\n",
       "      <td>2.517</td>\n",
       "      <td>34.530</td>\n",
       "      <td>23.445</td>\n",
       "      <td>0.432192</td>\n",
       "      <td>9.531540</td>\n",
       "      <td>20.107590</td>\n",
       "      <td>40.471886</td>\n",
       "      <td>122</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11634</th>\n",
       "      <td>3645.389</td>\n",
       "      <td>8.769841</td>\n",
       "      <td>0.438441</td>\n",
       "      <td>54.557743</td>\n",
       "      <td>245.146</td>\n",
       "      <td>46.113000</td>\n",
       "      <td>84.880</td>\n",
       "      <td>16.438</td>\n",
       "      <td>2.471</td>\n",
       "      <td>44.497</td>\n",
       "      <td>30.530</td>\n",
       "      <td>0.489198</td>\n",
       "      <td>9.803748</td>\n",
       "      <td>22.997742</td>\n",
       "      <td>34.711130</td>\n",
       "      <td>122</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11635</th>\n",
       "      <td>3645.499</td>\n",
       "      <td>8.796296</td>\n",
       "      <td>0.465563</td>\n",
       "      <td>47.899944</td>\n",
       "      <td>244.508</td>\n",
       "      <td>45.549000</td>\n",
       "      <td>76.092</td>\n",
       "      <td>16.472</td>\n",
       "      <td>2.467</td>\n",
       "      <td>49.873</td>\n",
       "      <td>34.372</td>\n",
       "      <td>0.466774</td>\n",
       "      <td>9.699755</td>\n",
       "      <td>18.458242</td>\n",
       "      <td>33.120830</td>\n",
       "      <td>122</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11636</th>\n",
       "      <td>3645.779</td>\n",
       "      <td>11.063576</td>\n",
       "      <td>0.460750</td>\n",
       "      <td>40.755680</td>\n",
       "      <td>241.491</td>\n",
       "      <td>44.562000</td>\n",
       "      <td>49.060</td>\n",
       "      <td>15.613</td>\n",
       "      <td>2.465</td>\n",
       "      <td>57.739</td>\n",
       "      <td>39.196</td>\n",
       "      <td>0.371265</td>\n",
       "      <td>9.207986</td>\n",
       "      <td>6.662848</td>\n",
       "      <td>32.341908</td>\n",
       "      <td>122</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11637</th>\n",
       "      <td>3645.939</td>\n",
       "      <td>7.286730</td>\n",
       "      <td>0.384582</td>\n",
       "      <td>56.843586</td>\n",
       "      <td>238.794</td>\n",
       "      <td>43.995003</td>\n",
       "      <td>52.261</td>\n",
       "      <td>15.275</td>\n",
       "      <td>2.479</td>\n",
       "      <td>63.561</td>\n",
       "      <td>42.296</td>\n",
       "      <td>0.299367</td>\n",
       "      <td>8.768379</td>\n",
       "      <td>7.905800</td>\n",
       "      <td>32.291480</td>\n",
       "      <td>122</td>\n",
       "      <td>2</td>\n",
       "      <td>训练井</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11638 rows × 18 columns</p>\n",
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      ],
      "text/plain": [
       "             深度        孔隙度       渗透率        饱和度       AC         SP      GR     CNL    DEN     RLLD     RLLS      PERM       POR         SH         SW   序号  子区   用途\n",
       "0      3650.310   5.850000  0.096000  68.760002  213.768 -40.377000  35.410   5.753  2.555   73.658   77.854  0.125932  6.319153   6.848655  53.970303   91   2  训练井\n",
       "1      3650.450   4.770000  0.151000  68.269997  203.032 -39.801000  36.794   4.889  2.542  128.933  128.810  0.030236  4.569192   7.387618  57.338078   91   2  训练井\n",
       "2      3650.600   6.130000  0.086000  66.830002  200.245 -39.374000  41.964   4.956  2.539  146.471  142.905  0.019073  4.114914   9.465652  60.048485   91   2  训练井\n",
       "3      3650.760   5.430000  0.052000  61.459999  200.506 -38.499000  49.643   5.483  2.555  135.537  132.841  0.019956  4.157457  12.749502  61.753070   91   2  训练井\n",
       "4      3650.950   3.870000  0.034000  60.930000  202.684 -36.444000  74.314   7.785  2.592   91.048   87.872  0.028619  4.512470  25.103680  69.133150   91   2  训练井\n",
       "...         ...        ...       ...        ...      ...        ...     ...     ...    ...      ...      ...       ...       ...        ...        ...  ...  ..  ...\n",
       "11633  3645.089  10.408996  0.425351  48.822350  243.476  47.239998  79.371  15.935  2.517   34.530   23.445  0.432192  9.531540  20.107590  40.471886  122   2  训练井\n",
       "11634  3645.389   8.769841  0.438441  54.557743  245.146  46.113000  84.880  16.438  2.471   44.497   30.530  0.489198  9.803748  22.997742  34.711130  122   2  训练井\n",
       "11635  3645.499   8.796296  0.465563  47.899944  244.508  45.549000  76.092  16.472  2.467   49.873   34.372  0.466774  9.699755  18.458242  33.120830  122   2  训练井\n",
       "11636  3645.779  11.063576  0.460750  40.755680  241.491  44.562000  49.060  15.613  2.465   57.739   39.196  0.371265  9.207986   6.662848  32.341908  122   2  训练井\n",
       "11637  3645.939   7.286730  0.384582  56.843586  238.794  43.995003  52.261  15.275  2.479   63.561   42.296  0.299367  8.768379   7.905800  32.291480  122   2  训练井\n",
       "\n",
       "[11638 rows x 18 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# filename = 'data.csv'\n",
    "# 读取A、B部分共有数据\n",
    "train_all_data_path = \"../data/train2/\"\n",
    "filename = \"井数据2_20190718_训练_section_1and2-train.csv\"\n",
    "train_all_data = os.path.join(train_all_data_path,filename)\n",
    "AB = pd.read_csv(train_all_data,engine='python',encoding='GBK')\n",
    "# AB = pd.read_csv(filename,engine='python',encoding='GBK')\n",
    "AB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>深度</th>\n",
       "      <th>孔隙度</th>\n",
       "      <th>渗透率</th>\n",
       "      <th>饱和度</th>\n",
       "      <th>AC</th>\n",
       "      <th>SP</th>\n",
       "      <th>GR</th>\n",
       "      <th>CNL</th>\n",
       "      <th>DEN</th>\n",
       "      <th>RLLD</th>\n",
       "      <th>RLLS</th>\n",
       "      <th>PERM</th>\n",
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       "      <th>SW</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>3650.310</td>\n",
       "      <td>5.850000</td>\n",
       "      <td>0.096000</td>\n",
       "      <td>68.760002</td>\n",
       "      <td>213.768</td>\n",
       "      <td>-40.377000</td>\n",
       "      <td>35.410</td>\n",
       "      <td>5.753</td>\n",
       "      <td>2.555</td>\n",
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       "      <td>77.854</td>\n",
       "      <td>0.125932</td>\n",
       "      <td>6.319153</td>\n",
       "      <td>6.848655</td>\n",
       "      <td>53.970303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3650.450</td>\n",
       "      <td>4.770000</td>\n",
       "      <td>0.151000</td>\n",
       "      <td>68.269997</td>\n",
       "      <td>203.032</td>\n",
       "      <td>-39.801000</td>\n",
       "      <td>36.794</td>\n",
       "      <td>4.889</td>\n",
       "      <td>2.542</td>\n",
       "      <td>128.933</td>\n",
       "      <td>128.810</td>\n",
       "      <td>0.030236</td>\n",
       "      <td>4.569192</td>\n",
       "      <td>7.387618</td>\n",
       "      <td>57.338078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3650.600</td>\n",
       "      <td>6.130000</td>\n",
       "      <td>0.086000</td>\n",
       "      <td>66.830002</td>\n",
       "      <td>200.245</td>\n",
       "      <td>-39.374000</td>\n",
       "      <td>41.964</td>\n",
       "      <td>4.956</td>\n",
       "      <td>2.539</td>\n",
       "      <td>146.471</td>\n",
       "      <td>142.905</td>\n",
       "      <td>0.019073</td>\n",
       "      <td>4.114914</td>\n",
       "      <td>9.465652</td>\n",
       "      <td>60.048485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3650.760</td>\n",
       "      <td>5.430000</td>\n",
       "      <td>0.052000</td>\n",
       "      <td>61.459999</td>\n",
       "      <td>200.506</td>\n",
       "      <td>-38.499000</td>\n",
       "      <td>49.643</td>\n",
       "      <td>5.483</td>\n",
       "      <td>2.555</td>\n",
       "      <td>135.537</td>\n",
       "      <td>132.841</td>\n",
       "      <td>0.019956</td>\n",
       "      <td>4.157457</td>\n",
       "      <td>12.749502</td>\n",
       "      <td>61.753070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3650.950</td>\n",
       "      <td>3.870000</td>\n",
       "      <td>0.034000</td>\n",
       "      <td>60.930000</td>\n",
       "      <td>202.684</td>\n",
       "      <td>-36.444000</td>\n",
       "      <td>74.314</td>\n",
       "      <td>7.785</td>\n",
       "      <td>2.592</td>\n",
       "      <td>91.048</td>\n",
       "      <td>87.872</td>\n",
       "      <td>0.028619</td>\n",
       "      <td>4.512470</td>\n",
       "      <td>25.103680</td>\n",
       "      <td>69.133150</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11633</th>\n",
       "      <td>3645.089</td>\n",
       "      <td>10.408996</td>\n",
       "      <td>0.425351</td>\n",
       "      <td>48.822350</td>\n",
       "      <td>243.476</td>\n",
       "      <td>47.239998</td>\n",
       "      <td>79.371</td>\n",
       "      <td>15.935</td>\n",
       "      <td>2.517</td>\n",
       "      <td>34.530</td>\n",
       "      <td>23.445</td>\n",
       "      <td>0.432192</td>\n",
       "      <td>9.531540</td>\n",
       "      <td>20.107590</td>\n",
       "      <td>40.471886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11634</th>\n",
       "      <td>3645.389</td>\n",
       "      <td>8.769841</td>\n",
       "      <td>0.438441</td>\n",
       "      <td>54.557743</td>\n",
       "      <td>245.146</td>\n",
       "      <td>46.113000</td>\n",
       "      <td>84.880</td>\n",
       "      <td>16.438</td>\n",
       "      <td>2.471</td>\n",
       "      <td>44.497</td>\n",
       "      <td>30.530</td>\n",
       "      <td>0.489198</td>\n",
       "      <td>9.803748</td>\n",
       "      <td>22.997742</td>\n",
       "      <td>34.711130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11635</th>\n",
       "      <td>3645.499</td>\n",
       "      <td>8.796296</td>\n",
       "      <td>0.465563</td>\n",
       "      <td>47.899944</td>\n",
       "      <td>244.508</td>\n",
       "      <td>45.549000</td>\n",
       "      <td>76.092</td>\n",
       "      <td>16.472</td>\n",
       "      <td>2.467</td>\n",
       "      <td>49.873</td>\n",
       "      <td>34.372</td>\n",
       "      <td>0.466774</td>\n",
       "      <td>9.699755</td>\n",
       "      <td>18.458242</td>\n",
       "      <td>33.120830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11636</th>\n",
       "      <td>3645.779</td>\n",
       "      <td>11.063576</td>\n",
       "      <td>0.460750</td>\n",
       "      <td>40.755680</td>\n",
       "      <td>241.491</td>\n",
       "      <td>44.562000</td>\n",
       "      <td>49.060</td>\n",
       "      <td>15.613</td>\n",
       "      <td>2.465</td>\n",
       "      <td>57.739</td>\n",
       "      <td>39.196</td>\n",
       "      <td>0.371265</td>\n",
       "      <td>9.207986</td>\n",
       "      <td>6.662848</td>\n",
       "      <td>32.341908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11637</th>\n",
       "      <td>3645.939</td>\n",
       "      <td>7.286730</td>\n",
       "      <td>0.384582</td>\n",
       "      <td>56.843586</td>\n",
       "      <td>238.794</td>\n",
       "      <td>43.995003</td>\n",
       "      <td>52.261</td>\n",
       "      <td>15.275</td>\n",
       "      <td>2.479</td>\n",
       "      <td>63.561</td>\n",
       "      <td>42.296</td>\n",
       "      <td>0.299367</td>\n",
       "      <td>8.768379</td>\n",
       "      <td>7.905800</td>\n",
       "      <td>32.291480</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11638 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             深度        孔隙度       渗透率        饱和度       AC         SP      GR     CNL    DEN     RLLD     RLLS      PERM       POR         SH         SW\n",
       "0      3650.310   5.850000  0.096000  68.760002  213.768 -40.377000  35.410   5.753  2.555   73.658   77.854  0.125932  6.319153   6.848655  53.970303\n",
       "1      3650.450   4.770000  0.151000  68.269997  203.032 -39.801000  36.794   4.889  2.542  128.933  128.810  0.030236  4.569192   7.387618  57.338078\n",
       "2      3650.600   6.130000  0.086000  66.830002  200.245 -39.374000  41.964   4.956  2.539  146.471  142.905  0.019073  4.114914   9.465652  60.048485\n",
       "3      3650.760   5.430000  0.052000  61.459999  200.506 -38.499000  49.643   5.483  2.555  135.537  132.841  0.019956  4.157457  12.749502  61.753070\n",
       "4      3650.950   3.870000  0.034000  60.930000  202.684 -36.444000  74.314   7.785  2.592   91.048   87.872  0.028619  4.512470  25.103680  69.133150\n",
       "...         ...        ...       ...        ...      ...        ...     ...     ...    ...      ...      ...       ...       ...        ...        ...\n",
       "11633  3645.089  10.408996  0.425351  48.822350  243.476  47.239998  79.371  15.935  2.517   34.530   23.445  0.432192  9.531540  20.107590  40.471886\n",
       "11634  3645.389   8.769841  0.438441  54.557743  245.146  46.113000  84.880  16.438  2.471   44.497   30.530  0.489198  9.803748  22.997742  34.711130\n",
       "11635  3645.499   8.796296  0.465563  47.899944  244.508  45.549000  76.092  16.472  2.467   49.873   34.372  0.466774  9.699755  18.458242  33.120830\n",
       "11636  3645.779  11.063576  0.460750  40.755680  241.491  44.562000  49.060  15.613  2.465   57.739   39.196  0.371265  9.207986   6.662848  32.341908\n",
       "11637  3645.939   7.286730  0.384582  56.843586  238.794  43.995003  52.261  15.275  2.479   63.561   42.296  0.299367  8.768379   7.905800  32.291480\n",
       "\n",
       "[11638 rows x 15 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 打印相关性矩阵\n",
    "# print(AB.corr())\n",
    "AB_data = AB.drop([\"序号\", \"子区\", \"用途\"], axis=1, inplace=False)\n",
    "AB_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 得出相关系数最大的5个维度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "深度      0.0\n",
       "孔隙度     0.0\n",
       "渗透率     0.0\n",
       "饱和度     0.0\n",
       "AC      0.0\n",
       "SP      0.0\n",
       "GR      0.0\n",
       "CNL     0.0\n",
       "DEN     0.0\n",
       "RLLD    0.0\n",
       "RLLS    0.0\n",
       "PERM    0.0\n",
       "POR     0.0\n",
       "SH      0.0\n",
       "SW      0.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 用.isnull().sum()检查每个变量中缺失值的占比：\n",
    "AB_data.isnull().sum()/len(AB_data)*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "CORR_AB = AB_data.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # 保存变量中的缺失值\n",
    "\n",
    "# a = AB.isnull().sum()/len(AB)*100\n",
    "\n",
    "# # 保存列名\n",
    "\n",
    "# variables = AB.columns\n",
    "\n",
    "# variable = [ ]\n",
    "\n",
    "# for i in range(0,12):\n",
    "#     if a[i]<=20: #setting the threshold as 20%\n",
    "#         variable.append(variables[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>深度</th>\n",
       "      <th>孔隙度</th>\n",
       "      <th>渗透率</th>\n",
       "      <th>饱和度</th>\n",
       "      <th>AC</th>\n",
       "      <th>SP</th>\n",
       "      <th>GR</th>\n",
       "      <th>CNL</th>\n",
       "      <th>DEN</th>\n",
       "      <th>RLLD</th>\n",
       "      <th>RLLS</th>\n",
       "      <th>PERM</th>\n",
       "      <th>POR</th>\n",
       "      <th>SH</th>\n",
       "      <th>SW</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>饱和度</th>\n",
       "      <td>-0.160384</td>\n",
       "      <td>-0.114827</td>\n",
       "      <td>-0.092930</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.013616</td>\n",
       "      <td>0.028524</td>\n",
       "      <td>0.192355</td>\n",
       "      <td>0.185413</td>\n",
       "      <td>0.098357</td>\n",
       "      <td>-0.219072</td>\n",
       "      <td>-0.189273</td>\n",
       "      <td>-0.097848</td>\n",
       "      <td>-0.100061</td>\n",
       "      <td>0.169100</td>\n",
       "      <td>0.319854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEN</th>\n",
       "      <td>-0.005109</td>\n",
       "      <td>-0.390101</td>\n",
       "      <td>-0.087158</td>\n",
       "      <td>0.098357</td>\n",
       "      <td>-0.500430</td>\n",
       "      <td>0.127358</td>\n",
       "      <td>0.269849</td>\n",
       "      <td>-0.242778</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.087744</td>\n",
       "      <td>0.078238</td>\n",
       "      <td>-0.336338</td>\n",
       "      <td>-0.356663</td>\n",
       "      <td>0.213623</td>\n",
       "      <td>0.211349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GR</th>\n",
       "      <td>0.023514</td>\n",
       "      <td>-0.403622</td>\n",
       "      <td>-0.078018</td>\n",
       "      <td>0.192355</td>\n",
       "      <td>-0.025205</td>\n",
       "      <td>0.249895</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.356592</td>\n",
       "      <td>0.269849</td>\n",
       "      <td>-0.125208</td>\n",
       "      <td>-0.133117</td>\n",
       "      <td>-0.242721</td>\n",
       "      <td>-0.429522</td>\n",
       "      <td>0.895993</td>\n",
       "      <td>0.482006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SP</th>\n",
       "      <td>0.177579</td>\n",
       "      <td>-0.246615</td>\n",
       "      <td>-0.067321</td>\n",
       "      <td>0.028524</td>\n",
       "      <td>-0.146989</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.249895</td>\n",
       "      <td>-0.066247</td>\n",
       "      <td>0.127358</td>\n",
       "      <td>0.004982</td>\n",
       "      <td>-0.007599</td>\n",
       "      <td>-0.199653</td>\n",
       "      <td>-0.246866</td>\n",
       "      <td>0.217129</td>\n",
       "      <td>0.224740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SH</th>\n",
       "      <td>0.028405</td>\n",
       "      <td>-0.379153</td>\n",
       "      <td>-0.054789</td>\n",
       "      <td>0.169100</td>\n",
       "      <td>-0.016594</td>\n",
       "      <td>0.217129</td>\n",
       "      <td>0.895993</td>\n",
       "      <td>0.379865</td>\n",
       "      <td>0.213623</td>\n",
       "      <td>-0.085571</td>\n",
       "      <td>-0.088932</td>\n",
       "      <td>-0.210631</td>\n",
       "      <td>-0.453694</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.480220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SW</th>\n",
       "      <td>-0.025274</td>\n",
       "      <td>-0.336656</td>\n",
       "      <td>-0.037737</td>\n",
       "      <td>0.319854</td>\n",
       "      <td>-0.197319</td>\n",
       "      <td>0.224740</td>\n",
       "      <td>0.482006</td>\n",
       "      <td>0.211691</td>\n",
       "      <td>0.211349</td>\n",
       "      <td>-0.217468</td>\n",
       "      <td>-0.192882</td>\n",
       "      <td>-0.264745</td>\n",
       "      <td>-0.587568</td>\n",
       "      <td>0.480220</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RLLD</th>\n",
       "      <td>0.094922</td>\n",
       "      <td>-0.252159</td>\n",
       "      <td>-0.029878</td>\n",
       "      <td>-0.219072</td>\n",
       "      <td>-0.366018</td>\n",
       "      <td>0.004982</td>\n",
       "      <td>-0.125208</td>\n",
       "      <td>-0.255343</td>\n",
       "      <td>0.087744</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.975607</td>\n",
       "      <td>-0.117942</td>\n",
       "      <td>-0.285617</td>\n",
       "      <td>-0.085571</td>\n",
       "      <td>-0.217468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深度</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.103917</td>\n",
       "      <td>-0.028219</td>\n",
       "      <td>-0.160384</td>\n",
       "      <td>-0.028974</td>\n",
       "      <td>0.177579</td>\n",
       "      <td>0.023514</td>\n",
       "      <td>-0.116709</td>\n",
       "      <td>-0.005109</td>\n",
       "      <td>0.094922</td>\n",
       "      <td>0.027672</td>\n",
       "      <td>-0.055099</td>\n",
       "      <td>-0.069756</td>\n",
       "      <td>0.028405</td>\n",
       "      <td>-0.025274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RLLS</th>\n",
       "      <td>0.027672</td>\n",
       "      <td>-0.245210</td>\n",
       "      <td>-0.025013</td>\n",
       "      <td>-0.189273</td>\n",
       "      <td>-0.368171</td>\n",
       "      <td>-0.007599</td>\n",
       "      <td>-0.133117</td>\n",
       "      <td>-0.246025</td>\n",
       "      <td>0.078238</td>\n",
       "      <td>0.975607</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.108855</td>\n",
       "      <td>-0.283714</td>\n",
       "      <td>-0.088932</td>\n",
       "      <td>-0.192882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNL</th>\n",
       "      <td>-0.116709</td>\n",
       "      <td>0.158010</td>\n",
       "      <td>0.029166</td>\n",
       "      <td>0.185413</td>\n",
       "      <td>0.465348</td>\n",
       "      <td>-0.066247</td>\n",
       "      <td>0.356592</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.242778</td>\n",
       "      <td>-0.255343</td>\n",
       "      <td>-0.246025</td>\n",
       "      <td>0.121505</td>\n",
       "      <td>0.094355</td>\n",
       "      <td>0.379865</td>\n",
       "      <td>0.211691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AC</th>\n",
       "      <td>-0.028974</td>\n",
       "      <td>0.554438</td>\n",
       "      <td>0.102023</td>\n",
       "      <td>0.013616</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.146989</td>\n",
       "      <td>-0.025205</td>\n",
       "      <td>0.465348</td>\n",
       "      <td>-0.500430</td>\n",
       "      <td>-0.366018</td>\n",
       "      <td>-0.368171</td>\n",
       "      <td>0.429725</td>\n",
       "      <td>0.609236</td>\n",
       "      <td>-0.016594</td>\n",
       "      <td>-0.197319</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>POR</th>\n",
       "      <td>-0.069756</td>\n",
       "      <td>0.694717</td>\n",
       "      <td>0.160596</td>\n",
       "      <td>-0.100061</td>\n",
       "      <td>0.609236</td>\n",
       "      <td>-0.246866</td>\n",
       "      <td>-0.429522</td>\n",
       "      <td>0.094355</td>\n",
       "      <td>-0.356663</td>\n",
       "      <td>-0.285617</td>\n",
       "      <td>-0.283714</td>\n",
       "      <td>0.583274</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.453694</td>\n",
       "      <td>-0.587568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>孔隙度</th>\n",
       "      <td>-0.103917</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.238619</td>\n",
       "      <td>-0.114827</td>\n",
       "      <td>0.554438</td>\n",
       "      <td>-0.246615</td>\n",
       "      <td>-0.403622</td>\n",
       "      <td>0.158010</td>\n",
       "      <td>-0.390101</td>\n",
       "      <td>-0.252159</td>\n",
       "      <td>-0.245210</td>\n",
       "      <td>0.484860</td>\n",
       "      <td>0.694717</td>\n",
       "      <td>-0.379153</td>\n",
       "      <td>-0.336656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PERM</th>\n",
       "      <td>-0.055099</td>\n",
       "      <td>0.484860</td>\n",
       "      <td>0.354591</td>\n",
       "      <td>-0.097848</td>\n",
       "      <td>0.429725</td>\n",
       "      <td>-0.199653</td>\n",
       "      <td>-0.242721</td>\n",
       "      <td>0.121505</td>\n",
       "      <td>-0.336338</td>\n",
       "      <td>-0.117942</td>\n",
       "      <td>-0.108855</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.583274</td>\n",
       "      <td>-0.210631</td>\n",
       "      <td>-0.264745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>渗透率</th>\n",
       "      <td>-0.028219</td>\n",
       "      <td>0.238619</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.092930</td>\n",
       "      <td>0.102023</td>\n",
       "      <td>-0.067321</td>\n",
       "      <td>-0.078018</td>\n",
       "      <td>0.029166</td>\n",
       "      <td>-0.087158</td>\n",
       "      <td>-0.029878</td>\n",
       "      <td>-0.025013</td>\n",
       "      <td>0.354591</td>\n",
       "      <td>0.160596</td>\n",
       "      <td>-0.054789</td>\n",
       "      <td>-0.037737</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            深度       孔隙度       渗透率       饱和度        AC        SP        GR       CNL       DEN      RLLD      RLLS      PERM       POR        SH        SW\n",
       "饱和度  -0.160384 -0.114827 -0.092930  1.000000  0.013616  0.028524  0.192355  0.185413  0.098357 -0.219072 -0.189273 -0.097848 -0.100061  0.169100  0.319854\n",
       "DEN  -0.005109 -0.390101 -0.087158  0.098357 -0.500430  0.127358  0.269849 -0.242778  1.000000  0.087744  0.078238 -0.336338 -0.356663  0.213623  0.211349\n",
       "GR    0.023514 -0.403622 -0.078018  0.192355 -0.025205  0.249895  1.000000  0.356592  0.269849 -0.125208 -0.133117 -0.242721 -0.429522  0.895993  0.482006\n",
       "SP    0.177579 -0.246615 -0.067321  0.028524 -0.146989  1.000000  0.249895 -0.066247  0.127358  0.004982 -0.007599 -0.199653 -0.246866  0.217129  0.224740\n",
       "SH    0.028405 -0.379153 -0.054789  0.169100 -0.016594  0.217129  0.895993  0.379865  0.213623 -0.085571 -0.088932 -0.210631 -0.453694  1.000000  0.480220\n",
       "SW   -0.025274 -0.336656 -0.037737  0.319854 -0.197319  0.224740  0.482006  0.211691  0.211349 -0.217468 -0.192882 -0.264745 -0.587568  0.480220  1.000000\n",
       "RLLD  0.094922 -0.252159 -0.029878 -0.219072 -0.366018  0.004982 -0.125208 -0.255343  0.087744  1.000000  0.975607 -0.117942 -0.285617 -0.085571 -0.217468\n",
       "深度    1.000000 -0.103917 -0.028219 -0.160384 -0.028974  0.177579  0.023514 -0.116709 -0.005109  0.094922  0.027672 -0.055099 -0.069756  0.028405 -0.025274\n",
       "RLLS  0.027672 -0.245210 -0.025013 -0.189273 -0.368171 -0.007599 -0.133117 -0.246025  0.078238  0.975607  1.000000 -0.108855 -0.283714 -0.088932 -0.192882\n",
       "CNL  -0.116709  0.158010  0.029166  0.185413  0.465348 -0.066247  0.356592  1.000000 -0.242778 -0.255343 -0.246025  0.121505  0.094355  0.379865  0.211691\n",
       "AC   -0.028974  0.554438  0.102023  0.013616  1.000000 -0.146989 -0.025205  0.465348 -0.500430 -0.366018 -0.368171  0.429725  0.609236 -0.016594 -0.197319\n",
       "POR  -0.069756  0.694717  0.160596 -0.100061  0.609236 -0.246866 -0.429522  0.094355 -0.356663 -0.285617 -0.283714  0.583274  1.000000 -0.453694 -0.587568\n",
       "孔隙度  -0.103917  1.000000  0.238619 -0.114827  0.554438 -0.246615 -0.403622  0.158010 -0.390101 -0.252159 -0.245210  0.484860  0.694717 -0.379153 -0.336656\n",
       "PERM -0.055099  0.484860  0.354591 -0.097848  0.429725 -0.199653 -0.242721  0.121505 -0.336338 -0.117942 -0.108855  1.000000  0.583274 -0.210631 -0.264745\n",
       "渗透率  -0.028219  0.238619  1.000000 -0.092930  0.102023 -0.067321 -0.078018  0.029166 -0.087158 -0.029878 -0.025013  0.354591  0.160596 -0.054789 -0.037737"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CORR_AB.sort_values(by = element_name, ascending = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "CORR_AB_New = CORR_AB.sort_values(by = element_name, ascending = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "饱和度    -0.092930\n",
       "DEN    -0.087158\n",
       "GR     -0.078018\n",
       "SP     -0.067321\n",
       "SH     -0.054789\n",
       "SW     -0.037737\n",
       "RLLD   -0.029878\n",
       "深度     -0.028219\n",
       "RLLS   -0.025013\n",
       "CNL     0.029166\n",
       "AC      0.102023\n",
       "POR     0.160596\n",
       "孔隙度     0.238619\n",
       "PERM    0.354591\n",
       "渗透率     1.000000\n",
       "Name: 渗透率, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CORR_AB_New[element_name]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "饱和度   -0.092930\n",
       "DEN   -0.087158\n",
       "GR    -0.078018\n",
       "SP    -0.067321\n",
       "SH    -0.054789\n",
       "Name: 渗透率, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CORR_AB_New[element_name][0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols_name = CORR_AB_New[element_name][0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['饱和度', 'DEN', 'GR', 'SP', 'SH'], dtype='object')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols_name.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['饱和度', 'DEN', 'GR', 'SP', 'SH']"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list= cols_name.index.tolist()\n",
    "list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = None\n",
    "for col_name in list:\n",
    "    input_x = AB_data.loc[:,col_name]\n",
    "    X = pd.concat([X,input_x],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>饱和度</th>\n",
       "      <th>DEN</th>\n",
       "      <th>GR</th>\n",
       "      <th>SP</th>\n",
       "      <th>SH</th>\n",
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       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>68.760002</td>\n",
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       "      <td>-40.377000</td>\n",
       "      <td>6.848655</td>\n",
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       "      <th>1</th>\n",
       "      <td>68.269997</td>\n",
       "      <td>2.542</td>\n",
       "      <td>36.794</td>\n",
       "      <td>-39.801000</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>66.830002</td>\n",
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       "      <td>41.964</td>\n",
       "      <td>-39.374000</td>\n",
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       "      <td>49.643</td>\n",
       "      <td>-38.499000</td>\n",
       "      <td>12.749502</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>2.592</td>\n",
       "      <td>74.314</td>\n",
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       "      <td>79.371</td>\n",
       "      <td>47.239998</td>\n",
       "      <td>20.107590</td>\n",
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       "      <td>84.880</td>\n",
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       "      <td>76.092</td>\n",
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       "      <td>49.060</td>\n",
       "      <td>44.562000</td>\n",
       "      <td>6.662848</td>\n",
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       "      <th>11637</th>\n",
       "      <td>56.843586</td>\n",
       "      <td>2.479</td>\n",
       "      <td>52.261</td>\n",
       "      <td>43.995003</td>\n",
       "      <td>7.905800</td>\n",
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      "text/plain": [
       "             饱和度    DEN      GR         SP         SH\n",
       "0      68.760002  2.555  35.410 -40.377000   6.848655\n",
       "1      68.269997  2.542  36.794 -39.801000   7.387618\n",
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       "4      60.930000  2.592  74.314 -36.444000  25.103680\n",
       "...          ...    ...     ...        ...        ...\n",
       "11633  48.822350  2.517  79.371  47.239998  20.107590\n",
       "11634  54.557743  2.471  84.880  46.113000  22.997742\n",
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       "11637  56.843586  2.479  52.261  43.995003   7.905800\n",
       "\n",
       "[11638 rows x 5 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y = AB.loc[:,element_name] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>GR</th>\n",
       "      <th>SP</th>\n",
       "      <th>SH</th>\n",
       "      <th>渗透率</th>\n",
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       "      <td>45.549000</td>\n",
       "      <td>18.458242</td>\n",
       "      <td>0.465563</td>\n",
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       "      <td>49.060</td>\n",
       "      <td>44.562000</td>\n",
       "      <td>6.662848</td>\n",
       "      <td>0.460750</td>\n",
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       "      <th>11637</th>\n",
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       "      <td>7.905800</td>\n",
       "      <td>0.384582</td>\n",
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       "<p>11638 rows × 6 columns</p>\n",
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      "text/plain": [
       "             饱和度    DEN      GR         SP         SH       渗透率\n",
       "0      68.760002  2.555  35.410 -40.377000   6.848655  0.096000\n",
       "1      68.269997  2.542  36.794 -39.801000   7.387618  0.151000\n",
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       "3      61.459999  2.555  49.643 -38.499000  12.749502  0.052000\n",
       "4      60.930000  2.592  74.314 -36.444000  25.103680  0.034000\n",
       "...          ...    ...     ...        ...        ...       ...\n",
       "11633  48.822350  2.517  79.371  47.239998  20.107590  0.425351\n",
       "11634  54.557743  2.471  84.880  46.113000  22.997742  0.438441\n",
       "11635  47.899944  2.467  76.092  45.549000  18.458242  0.465563\n",
       "11636  40.755680  2.465  49.060  44.562000   6.662848  0.460750\n",
       "11637  56.843586  2.479  52.261  43.995003   7.905800  0.384582\n",
       "\n",
       "[11638 rows x 6 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr_pre_data = pd.concat([X,Y],axis=1)\n",
    "corr_pre_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Python310\\lib\\site-packages\\seaborn\\axisgrid.py:1912: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\axisgrid.py:64: UserWarning: Glyph 39281 (\\N{CJK UNIFIED IDEOGRAPH-9971}) missing from current font.\n",
      "  self.fig.tight_layout(*args, **kwargs)\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\axisgrid.py:64: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from current font.\n",
      "  self.fig.tight_layout(*args, **kwargs)\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\axisgrid.py:64: UserWarning: Glyph 24230 (\\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from current font.\n",
      "  self.fig.tight_layout(*args, **kwargs)\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\axisgrid.py:64: UserWarning: Glyph 28183 (\\N{CJK UNIFIED IDEOGRAPH-6E17}) missing from current font.\n",
      "  self.fig.tight_layout(*args, **kwargs)\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\axisgrid.py:64: UserWarning: Glyph 36879 (\\N{CJK UNIFIED IDEOGRAPH-900F}) missing from current font.\n",
      "  self.fig.tight_layout(*args, **kwargs)\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\axisgrid.py:64: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  self.fig.tight_layout(*args, **kwargs)\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\axisgrid.py:64: UserWarning: Glyph 39281 (\\N{CJK UNIFIED IDEOGRAPH-9971}) missing from current font.\n",
      "  self.fig.tight_layout(*args, **kwargs)\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\axisgrid.py:64: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from current font.\n",
      "  self.fig.tight_layout(*args, **kwargs)\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\axisgrid.py:64: UserWarning: Glyph 24230 (\\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from current font.\n",
      "  self.fig.tight_layout(*args, **kwargs)\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\axisgrid.py:64: UserWarning: Glyph 28183 (\\N{CJK UNIFIED IDEOGRAPH-6E17}) missing from current font.\n",
      "  self.fig.tight_layout(*args, **kwargs)\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\axisgrid.py:64: UserWarning: Glyph 36879 (\\N{CJK UNIFIED IDEOGRAPH-900F}) missing from current font.\n",
      "  self.fig.tight_layout(*args, **kwargs)\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\axisgrid.py:64: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  self.fig.tight_layout(*args, **kwargs)\n",
      "D:\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 39281 (\\N{CJK UNIFIED IDEOGRAPH-9971}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 24230 (\\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 28183 (\\N{CJK UNIFIED IDEOGRAPH-6E17}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 36879 (\\N{CJK UNIFIED IDEOGRAPH-900F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 42 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False #用来正常显示负号\n",
    "sns.set(style='whitegrid', context='notebook')   #style控制默认样式,context控制着默认的画幅大小\n",
    "# sns.pairplot(AB, size=5)\n",
    "# sns.pairplot(analy_data, size=3)\n",
    "# 保存结果图\n",
    "fig = sns.pairplot(corr_pre_data, size=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Python310\\lib\\site-packages\\seaborn\\matrix.py:342: UserWarning: Glyph 39281 (\\N{CJK UNIFIED IDEOGRAPH-9971}) missing from current font.\n",
      "  ax.figure.draw(ax.figure.canvas.get_renderer())\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\matrix.py:342: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from current font.\n",
      "  ax.figure.draw(ax.figure.canvas.get_renderer())\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\matrix.py:342: UserWarning: Glyph 24230 (\\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from current font.\n",
      "  ax.figure.draw(ax.figure.canvas.get_renderer())\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\matrix.py:342: UserWarning: Glyph 28183 (\\N{CJK UNIFIED IDEOGRAPH-6E17}) missing from current font.\n",
      "  ax.figure.draw(ax.figure.canvas.get_renderer())\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\matrix.py:342: UserWarning: Glyph 36879 (\\N{CJK UNIFIED IDEOGRAPH-900F}) missing from current font.\n",
      "  ax.figure.draw(ax.figure.canvas.get_renderer())\n",
      "D:\\Python310\\lib\\site-packages\\seaborn\\matrix.py:342: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  ax.figure.draw(ax.figure.canvas.get_renderer())\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 39281 (\\N{CJK UNIFIED IDEOGRAPH-9971}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 21644 (\\N{CJK UNIFIED IDEOGRAPH-548C}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 24230 (\\N{CJK UNIFIED IDEOGRAPH-5EA6}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 28183 (\\N{CJK UNIFIED IDEOGRAPH-6E17}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 36879 (\\N{CJK UNIFIED IDEOGRAPH-900F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Python310\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 29575 (\\N{CJK UNIFIED IDEOGRAPH-7387}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# corr = AB.corr()\n",
    "corr_pre_data_heat = corr_pre_data.corr()\n",
    "# 相关度热力图\n",
    "sns.heatmap(corr_pre_data_heat, cmap='GnBu_r', square=True, annot=True)\n",
    "# plt.savefig('heatmap.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 对所有维度进行建模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# X = AB.loc[:,'A1':'A128']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Y = AB.loc[:,'POR_JA':'RO'] \n",
    "# Y = AB.loc[:,element_name]  \n",
    "# df=AB.drop('Item_Outlet_Sales', 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# target_names = element_name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# X.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>饱和度</th>\n",
       "      <th>DEN</th>\n",
       "      <th>GR</th>\n",
       "      <th>SP</th>\n",
       "      <th>SH</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>68.760002</td>\n",
       "      <td>2.555</td>\n",
       "      <td>35.410</td>\n",
       "      <td>-40.377000</td>\n",
       "      <td>6.848655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>68.269997</td>\n",
       "      <td>2.542</td>\n",
       "      <td>36.794</td>\n",
       "      <td>-39.801000</td>\n",
       "      <td>7.387618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>66.830002</td>\n",
       "      <td>2.539</td>\n",
       "      <td>41.964</td>\n",
       "      <td>-39.374000</td>\n",
       "      <td>9.465652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>61.459999</td>\n",
       "      <td>2.555</td>\n",
       "      <td>49.643</td>\n",
       "      <td>-38.499000</td>\n",
       "      <td>12.749502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>60.930000</td>\n",
       "      <td>2.592</td>\n",
       "      <td>74.314</td>\n",
       "      <td>-36.444000</td>\n",
       "      <td>25.103680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11633</th>\n",
       "      <td>48.822350</td>\n",
       "      <td>2.517</td>\n",
       "      <td>79.371</td>\n",
       "      <td>47.239998</td>\n",
       "      <td>20.107590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11634</th>\n",
       "      <td>54.557743</td>\n",
       "      <td>2.471</td>\n",
       "      <td>84.880</td>\n",
       "      <td>46.113000</td>\n",
       "      <td>22.997742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11635</th>\n",
       "      <td>47.899944</td>\n",
       "      <td>2.467</td>\n",
       "      <td>76.092</td>\n",
       "      <td>45.549000</td>\n",
       "      <td>18.458242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11636</th>\n",
       "      <td>40.755680</td>\n",
       "      <td>2.465</td>\n",
       "      <td>49.060</td>\n",
       "      <td>44.562000</td>\n",
       "      <td>6.662848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11637</th>\n",
       "      <td>56.843586</td>\n",
       "      <td>2.479</td>\n",
       "      <td>52.261</td>\n",
       "      <td>43.995003</td>\n",
       "      <td>7.905800</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11638 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             饱和度    DEN      GR         SP         SH\n",
       "0      68.760002  2.555  35.410 -40.377000   6.848655\n",
       "1      68.269997  2.542  36.794 -39.801000   7.387618\n",
       "2      66.830002  2.539  41.964 -39.374000   9.465652\n",
       "3      61.459999  2.555  49.643 -38.499000  12.749502\n",
       "4      60.930000  2.592  74.314 -36.444000  25.103680\n",
       "...          ...    ...     ...        ...        ...\n",
       "11633  48.822350  2.517  79.371  47.239998  20.107590\n",
       "11634  54.557743  2.471  84.880  46.113000  22.997742\n",
       "11635  47.899944  2.467  76.092  45.549000  18.458242\n",
       "11636  40.755680  2.465  49.060  44.562000   6.662848\n",
       "11637  56.843586  2.479  52.261  43.995003   7.905800\n",
       "\n",
       "[11638 rows x 5 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        0.096000\n",
       "1        0.151000\n",
       "2        0.086000\n",
       "3        0.052000\n",
       "4        0.034000\n",
       "           ...   \n",
       "11633    0.425351\n",
       "11634    0.438441\n",
       "11635    0.465563\n",
       "11636    0.460750\n",
       "11637    0.384582\n",
       "Name: 渗透率, Length: 11638, dtype: float64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>饱和度</th>\n",
       "      <th>DEN</th>\n",
       "      <th>GR</th>\n",
       "      <th>SP</th>\n",
       "      <th>SH</th>\n",
       "      <th>渗透率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>68.760002</td>\n",
       "      <td>2.555</td>\n",
       "      <td>35.410</td>\n",
       "      <td>-40.377000</td>\n",
       "      <td>6.848655</td>\n",
       "      <td>0.096000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>68.269997</td>\n",
       "      <td>2.542</td>\n",
       "      <td>36.794</td>\n",
       "      <td>-39.801000</td>\n",
       "      <td>7.387618</td>\n",
       "      <td>0.151000</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>66.830002</td>\n",
       "      <td>2.539</td>\n",
       "      <td>41.964</td>\n",
       "      <td>-39.374000</td>\n",
       "      <td>9.465652</td>\n",
       "      <td>0.086000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>61.459999</td>\n",
       "      <td>2.555</td>\n",
       "      <td>49.643</td>\n",
       "      <td>-38.499000</td>\n",
       "      <td>12.749502</td>\n",
       "      <td>0.052000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>60.930000</td>\n",
       "      <td>2.592</td>\n",
       "      <td>74.314</td>\n",
       "      <td>-36.444000</td>\n",
       "      <td>25.103680</td>\n",
       "      <td>0.034000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <th>11633</th>\n",
       "      <td>48.822350</td>\n",
       "      <td>2.517</td>\n",
       "      <td>79.371</td>\n",
       "      <td>47.239998</td>\n",
       "      <td>20.107590</td>\n",
       "      <td>0.425351</td>\n",
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       "    <tr>\n",
       "      <th>11634</th>\n",
       "      <td>54.557743</td>\n",
       "      <td>2.471</td>\n",
       "      <td>84.880</td>\n",
       "      <td>46.113000</td>\n",
       "      <td>22.997742</td>\n",
       "      <td>0.438441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11635</th>\n",
       "      <td>47.899944</td>\n",
       "      <td>2.467</td>\n",
       "      <td>76.092</td>\n",
       "      <td>45.549000</td>\n",
       "      <td>18.458242</td>\n",
       "      <td>0.465563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11636</th>\n",
       "      <td>40.755680</td>\n",
       "      <td>2.465</td>\n",
       "      <td>49.060</td>\n",
       "      <td>44.562000</td>\n",
       "      <td>6.662848</td>\n",
       "      <td>0.460750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11637</th>\n",
       "      <td>56.843586</td>\n",
       "      <td>2.479</td>\n",
       "      <td>52.261</td>\n",
       "      <td>43.995003</td>\n",
       "      <td>7.905800</td>\n",
       "      <td>0.384582</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11638 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             饱和度    DEN      GR         SP         SH       渗透率\n",
       "0      68.760002  2.555  35.410 -40.377000   6.848655  0.096000\n",
       "1      68.269997  2.542  36.794 -39.801000   7.387618  0.151000\n",
       "2      66.830002  2.539  41.964 -39.374000   9.465652  0.086000\n",
       "3      61.459999  2.555  49.643 -38.499000  12.749502  0.052000\n",
       "4      60.930000  2.592  74.314 -36.444000  25.103680  0.034000\n",
       "...          ...    ...     ...        ...        ...       ...\n",
       "11633  48.822350  2.517  79.371  47.239998  20.107590  0.425351\n",
       "11634  54.557743  2.471  84.880  46.113000  22.997742  0.438441\n",
       "11635  47.899944  2.467  76.092  45.549000  18.458242  0.465563\n",
       "11636  40.755680  2.465  49.060  44.562000   6.662848  0.460750\n",
       "11637  56.843586  2.479  52.261  43.995003   7.905800  0.384582\n",
       "\n",
       "[11638 rows x 6 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "analy_data = pd.concat([X,Y],axis=1)\n",
    "analy_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# sns.set(style='whitegrid', context='notebook')   #style控制默认样式,context控制着默认的画幅大小\n",
    "# # sns.pairplot(AB, size=5)\n",
    "# # sns.pairplot(analy_data, size=3)\n",
    "# # 保存结果图\n",
    "# fig = sns.pairplot(analy_data, size=3)\n",
    "# # fig.savefig(\"images/pairplot.png\", dpi=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 相关度\n",
    "corr = analy_data.corr()\n",
    "# corr = analy_data.corr()\n",
    "# # 相关度热力图\n",
    "# fig = plt.figure(figsize=(25, 25))\n",
    "# fig = sns.heatmap(corr, cmap='GnBu_r', square=True, annot=True)\n",
    "# # plt.savefig('heatmap.png')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>饱和度</th>\n",
       "      <th>DEN</th>\n",
       "      <th>GR</th>\n",
       "      <th>SP</th>\n",
       "      <th>SH</th>\n",
       "      <th>渗透率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>饱和度</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.098357</td>\n",
       "      <td>0.192355</td>\n",
       "      <td>0.028524</td>\n",
       "      <td>0.169100</td>\n",
       "      <td>-0.092930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEN</th>\n",
       "      <td>0.098357</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.269849</td>\n",
       "      <td>0.127358</td>\n",
       "      <td>0.213623</td>\n",
       "      <td>-0.087158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GR</th>\n",
       "      <td>0.192355</td>\n",
       "      <td>0.269849</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.249895</td>\n",
       "      <td>0.895993</td>\n",
       "      <td>-0.078018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SP</th>\n",
       "      <td>0.028524</td>\n",
       "      <td>0.127358</td>\n",
       "      <td>0.249895</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.217129</td>\n",
       "      <td>-0.067321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SH</th>\n",
       "      <td>0.169100</td>\n",
       "      <td>0.213623</td>\n",
       "      <td>0.895993</td>\n",
       "      <td>0.217129</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.054789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>渗透率</th>\n",
       "      <td>-0.092930</td>\n",
       "      <td>-0.087158</td>\n",
       "      <td>-0.078018</td>\n",
       "      <td>-0.067321</td>\n",
       "      <td>-0.054789</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          饱和度       DEN        GR        SP        SH       渗透率\n",
       "饱和度  1.000000  0.098357  0.192355  0.028524  0.169100 -0.092930\n",
       "DEN  0.098357  1.000000  0.269849  0.127358  0.213623 -0.087158\n",
       "GR   0.192355  0.269849  1.000000  0.249895  0.895993 -0.078018\n",
       "SP   0.028524  0.127358  0.249895  1.000000  0.217129 -0.067321\n",
       "SH   0.169100  0.213623  0.895993  0.217129  1.000000 -0.054789\n",
       "渗透率 -0.092930 -0.087158 -0.078018 -0.067321 -0.054789  1.000000"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PCA计算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PCA实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# print(X.shape,len(X))#原始变量维度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Y = np.array(Y).reshape(1, -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from sklearn.decomposition import PCA\n",
    "\n",
    "# pca = PCA(n_components=3)\n",
    "# X_p= pca.fit(X).transform(Y)\n",
    "\n",
    "# print(X.shape)#原始变量维度\n",
    "\n",
    "# print(X_p.shape)#主成分变量的维度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# X_p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "# print('各主成分贡献度:{}'.format(pca.explained_variance_ratio_))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # range(n) 中的n为主成分数\n",
    "# plt.plot(range(3), pca.explained_variance_ratio_)\n",
    "# plt.plot(range(3), np.cumsum(pca.explained_variance_ratio_))\n",
    "# plt.title(\"Component-wise and Cumulative Explained Variance\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# np.set_printoptions(suppress=True, threshold=200000)\n",
    "# X_p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# X_p.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 主成分回归python实现\n",
    "https://blog.csdn.net/qq_43315928/article/details/91404910"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Python310\\lib\\site-packages\\numpy\\core\\fromnumeric.py:3643: FutureWarning: The behavior of DataFrame.std with axis=None is deprecated, in a future version this will reduce over both axes and return a scalar. To retain the old behavior, pass axis=0 (or do not pass axis)\n",
      "  return std(axis=axis, dtype=dtype, out=out, ddof=ddof, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "# z_score标准化方法（x - u)/sigma\n",
    "# 对数据进行标准化\n",
    "X = (X - X.mean())/np.std(X)\n",
    "Y = (Y - Y.mean())/np.std(Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对数据进行分割\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X,Y,train_size=0.8, random_state=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # 创建pca模型\n",
    "# # pca = PCA(n_components='mle')\n",
    "# pca = PCA(n_components=3)\n",
    "# # 对模型进行训练\n",
    "# pca.fit(X_train)\n",
    "# # 返回降维后据\n",
    "# X_train_p = pca.transform(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>           <td>渗透率</td>       <th>  R-squared (uncentered):</th>      <td>   0.018</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared (uncentered):</th> <td>   0.018</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th>          <td>   34.54</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Wed, 16 Oct 2024</td> <th>  Prob (F-statistic):</th>          <td>4.15e-35</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>13:51:46</td>     <th>  Log-Likelihood:    </th>          <td> -13455.</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>  9310</td>      <th>  AIC:               </th>          <td>2.692e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>  9305</td>      <th>  BIC:               </th>          <td>2.696e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     5</td>      <th>                     </th>              <td> </td>    \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>              <td> </td>    \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "   <td></td>      <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>饱和度</th> <td>   -0.0798</td> <td>    0.011</td> <td>   -7.331</td> <td> 0.000</td> <td>   -0.101</td> <td>   -0.058</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>DEN</th> <td>   -0.0604</td> <td>    0.011</td> <td>   -5.267</td> <td> 0.000</td> <td>   -0.083</td> <td>   -0.038</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>GR</th>  <td>   -0.0972</td> <td>    0.025</td> <td>   -3.930</td> <td> 0.000</td> <td>   -0.146</td> <td>   -0.049</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SP</th>  <td>   -0.0461</td> <td>    0.011</td> <td>   -4.176</td> <td> 0.000</td> <td>   -0.068</td> <td>   -0.024</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>SH</th>  <td>    0.0657</td> <td>    0.024</td> <td>    2.743</td> <td> 0.006</td> <td>    0.019</td> <td>    0.113</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>21551.647</td> <th>  Durbin-Watson:     </th>   <td>   1.984</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th>  <td> 0.000</td>   <th>  Jarque-Bera (JB):  </th> <td>183444645.103</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>           <td>22.683</td>   <th>  Prob(JB):          </th>   <td>    0.00</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>       <td>689.177</td>  <th>  Cond. No.          </th>   <td>    4.66</td>   \n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] R² is computed without centering (uncentered) since the model does not contain a constant.<br/>[2] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/latex": [
       "\\begin{center}\n",
       "\\begin{tabular}{lclc}\n",
       "\\toprule\n",
       "\\textbf{Dep. Variable:}    &       渗透率        & \\textbf{  R-squared (uncentered):}      &       0.018    \\\\\n",
       "\\textbf{Model:}            &       OLS        & \\textbf{  Adj. R-squared (uncentered):} &       0.018    \\\\\n",
       "\\textbf{Method:}           &  Least Squares   & \\textbf{  F-statistic:       }          &       34.54    \\\\\n",
       "\\textbf{Date:}             & Wed, 16 Oct 2024 & \\textbf{  Prob (F-statistic):}          &    4.15e-35    \\\\\n",
       "\\textbf{Time:}             &     13:51:46     & \\textbf{  Log-Likelihood:    }          &     -13455.    \\\\\n",
       "\\textbf{No. Observations:} &        9310      & \\textbf{  AIC:               }          &   2.692e+04    \\\\\n",
       "\\textbf{Df Residuals:}     &        9305      & \\textbf{  BIC:               }          &   2.696e+04    \\\\\n",
       "\\textbf{Df Model:}         &           5      & \\textbf{                     }          &                \\\\\n",
       "\\textbf{Covariance Type:}  &    nonrobust     & \\textbf{                     }          &                \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "\\begin{tabular}{lcccccc}\n",
       "             & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]}  \\\\\n",
       "\\midrule\n",
       "\\textbf{饱和度} &      -0.0798  &        0.011     &    -7.331  &         0.000        &       -0.101    &       -0.058     \\\\\n",
       "\\textbf{DEN} &      -0.0604  &        0.011     &    -5.267  &         0.000        &       -0.083    &       -0.038     \\\\\n",
       "\\textbf{GR}  &      -0.0972  &        0.025     &    -3.930  &         0.000        &       -0.146    &       -0.049     \\\\\n",
       "\\textbf{SP}  &      -0.0461  &        0.011     &    -4.176  &         0.000        &       -0.068    &       -0.024     \\\\\n",
       "\\textbf{SH}  &       0.0657  &        0.024     &     2.743  &         0.006        &        0.019    &        0.113     \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "\\begin{tabular}{lclc}\n",
       "\\textbf{Omnibus:}       & 21551.647 & \\textbf{  Durbin-Watson:     } &       1.984    \\\\\n",
       "\\textbf{Prob(Omnibus):} &    0.000  & \\textbf{  Jarque-Bera (JB):  } & 183444645.103  \\\\\n",
       "\\textbf{Skew:}          &   22.683  & \\textbf{  Prob(JB):          } &        0.00    \\\\\n",
       "\\textbf{Kurtosis:}      &  689.177  & \\textbf{  Cond. No.          } &        4.66    \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "%\\caption{OLS Regression Results}\n",
       "\\end{center}\n",
       "\n",
       "Notes: \\newline\n",
       " [1] R² is computed without centering (uncentered) since the model does not contain a constant. \\newline\n",
       " [2] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                                 OLS Regression Results                                \n",
       "=======================================================================================\n",
       "Dep. Variable:                    渗透率   R-squared (uncentered):                   0.018\n",
       "Model:                            OLS   Adj. R-squared (uncentered):              0.018\n",
       "Method:                 Least Squares   F-statistic:                              34.54\n",
       "Date:                Wed, 16 Oct 2024   Prob (F-statistic):                    4.15e-35\n",
       "Time:                        13:51:46   Log-Likelihood:                         -13455.\n",
       "No. Observations:                9310   AIC:                                  2.692e+04\n",
       "Df Residuals:                    9305   BIC:                                  2.696e+04\n",
       "Df Model:                           5                                                  \n",
       "Covariance Type:            nonrobust                                                  \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "饱和度           -0.0798      0.011     -7.331      0.000      -0.101      -0.058\n",
       "DEN           -0.0604      0.011     -5.267      0.000      -0.083      -0.038\n",
       "GR            -0.0972      0.025     -3.930      0.000      -0.146      -0.049\n",
       "SP            -0.0461      0.011     -4.176      0.000      -0.068      -0.024\n",
       "SH             0.0657      0.024      2.743      0.006       0.019       0.113\n",
       "==============================================================================\n",
       "Omnibus:                    21551.647   Durbin-Watson:                   1.984\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):        183444645.103\n",
       "Skew:                          22.683   Prob(JB):                         0.00\n",
       "Kurtosis:                     689.177   Cond. No.                         4.66\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n",
       "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 方法1：使用返回后的数据用线性回归模型进行建模\n",
    "import statsmodels.api as sm\n",
    "# X_train_p= sm.add_constant(X_train_p) # adding a constant\n",
    "# ols = sm.OLS(Y_train, X_train_p).fit()\n",
    "ols = sm.OLS(Y_train, X_train).fit()\n",
    "ols.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将测试的数据维度进行PCA\n",
    "# X_test_p = pca.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# predictions = ols.predict(X_test_p)\n",
    "predictions = ols.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((2328,),\n",
       " 9919     0.001781\n",
       " 10035    0.295923\n",
       " 2862    -0.231673\n",
       " 8210     0.428986\n",
       " 6625     0.102216\n",
       "            ...   \n",
       " 4184    -0.238973\n",
       " 5228     0.241537\n",
       " 5302    -0.132486\n",
       " 5775    -0.241492\n",
       " 3913     0.159147\n",
       " Length: 2328, dtype: float64)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictions.shape,predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 使用LinearRegression进行拟合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.018222941757867317"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 方法2：使用LinearRegression进行拟合，其实这两种拟合的都差不多\n",
    "from sklearn.linear_model import LinearRegression\n",
    "lr = LinearRegression()\n",
    "# lr.fit(X_train_p,Y_train)   # 模型训练\n",
    "lr.fit(X_train,Y_train)   # 模型训练\n",
    "# lr.score(X_train_p, Y_train) # 获取模型的得分\n",
    "lr.score(X_train, Y_train) # 获取模型的得分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = lr.predict(X_test)\n",
    "# y_pred = lr.predict(X_test_p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>            <td>y</td>        <th>  R-squared (uncentered):</th>      <td>   0.028</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared (uncentered):</th> <td>   0.028</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th>          <td>   66.97</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Wed, 16 Oct 2024</td> <th>  Prob (F-statistic):</th>          <td>4.48e-16</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>13:51:46</td>     <th>  Log-Likelihood:    </th>          <td>  1207.1</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>  2328</td>      <th>  AIC:               </th>          <td>  -2412.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>  2327</td>      <th>  BIC:               </th>          <td>  -2407.</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>              <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>              <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "   <td></td>      <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>渗透率</th> <td>    0.0291</td> <td>    0.004</td> <td>    8.184</td> <td> 0.000</td> <td>    0.022</td> <td>    0.036</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>113.226</td> <th>  Durbin-Watson:     </th> <td>   2.061</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.000</td>  <th>  Jarque-Bera (JB):  </th> <td> 328.029</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.198</td>  <th>  Prob(JB):          </th> <td>5.88e-72</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 4.796</td>  <th>  Cond. No.          </th> <td>    1.00</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] R² is computed without centering (uncentered) since the model does not contain a constant.<br/>[2] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/latex": [
       "\\begin{center}\n",
       "\\begin{tabular}{lclc}\n",
       "\\toprule\n",
       "\\textbf{Dep. Variable:}    &        y         & \\textbf{  R-squared (uncentered):}      &     0.028   \\\\\n",
       "\\textbf{Model:}            &       OLS        & \\textbf{  Adj. R-squared (uncentered):} &     0.028   \\\\\n",
       "\\textbf{Method:}           &  Least Squares   & \\textbf{  F-statistic:       }          &     66.97   \\\\\n",
       "\\textbf{Date:}             & Wed, 16 Oct 2024 & \\textbf{  Prob (F-statistic):}          &  4.48e-16   \\\\\n",
       "\\textbf{Time:}             &     13:51:46     & \\textbf{  Log-Likelihood:    }          &    1207.1   \\\\\n",
       "\\textbf{No. Observations:} &        2328      & \\textbf{  AIC:               }          &    -2412.   \\\\\n",
       "\\textbf{Df Residuals:}     &        2327      & \\textbf{  BIC:               }          &    -2407.   \\\\\n",
       "\\textbf{Df Model:}         &           1      & \\textbf{                     }          &             \\\\\n",
       "\\textbf{Covariance Type:}  &    nonrobust     & \\textbf{                     }          &             \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "\\begin{tabular}{lcccccc}\n",
       "             & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]}  \\\\\n",
       "\\midrule\n",
       "\\textbf{渗透率} &       0.0291  &        0.004     &     8.184  &         0.000        &        0.022    &        0.036     \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "\\begin{tabular}{lclc}\n",
       "\\textbf{Omnibus:}       & 113.226 & \\textbf{  Durbin-Watson:     } &    2.061  \\\\\n",
       "\\textbf{Prob(Omnibus):} &   0.000 & \\textbf{  Jarque-Bera (JB):  } &  328.029  \\\\\n",
       "\\textbf{Skew:}          &   0.198 & \\textbf{  Prob(JB):          } & 5.88e-72  \\\\\n",
       "\\textbf{Kurtosis:}      &   4.796 & \\textbf{  Cond. No.          } &     1.00  \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "%\\caption{OLS Regression Results}\n",
       "\\end{center}\n",
       "\n",
       "Notes: \\newline\n",
       " [1] R² is computed without centering (uncentered) since the model does not contain a constant. \\newline\n",
       " [2] Standard Errors assume that the covariance matrix of the errors is correctly specified."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                                 OLS Regression Results                                \n",
       "=======================================================================================\n",
       "Dep. Variable:                      y   R-squared (uncentered):                   0.028\n",
       "Model:                            OLS   Adj. R-squared (uncentered):              0.028\n",
       "Method:                 Least Squares   F-statistic:                              66.97\n",
       "Date:                Wed, 16 Oct 2024   Prob (F-statistic):                    4.48e-16\n",
       "Time:                        13:51:46   Log-Likelihood:                          1207.1\n",
       "No. Observations:                2328   AIC:                                     -2412.\n",
       "Df Residuals:                    2327   BIC:                                     -2407.\n",
       "Df Model:                           1                                                  \n",
       "Covariance Type:            nonrobust                                                  \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "渗透率            0.0291      0.004      8.184      0.000       0.022       0.036\n",
       "==============================================================================\n",
       "Omnibus:                      113.226   Durbin-Watson:                   2.061\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              328.029\n",
       "Skew:                           0.198   Prob(JB):                     5.88e-72\n",
       "Kurtosis:                       4.796   Cond. No.                         1.00\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] R² is computed without centering (uncentered) since the model does not contain a constant.\n",
       "[2] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "\"\"\""
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "olsr = sm.OLS(y_pred, Y_test).fit()\n",
    "olsr.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
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